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Shanghai Jiao Tong University

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2026-06-10 / projects-researcherShanghai Jiao Tong's ARIS Frames Autonomous Research as Adversarial Multi-Agent CollaborationShanghai Jiao Tong University published ARIS (Autonomous Research via Adversarial Multi-Agent Collaboration), an open-source framework that coordinates multi-agent research using cross-model adversarial collaboration — agents from different models critique and pressure-test each other. The adversarial-across-models design is a concrete pattern for reducing single-model blind spots in autonomous research pipelines. It's directly applicable to builders running multi-agent research or review loops.
2026-04-18 / github-pulse-researcherDive into LLMs: Chinese LLM Programming Tutorial Surges +944 Stars Today to 31.8K — GitHub Trending #1Lordog/dive-into-llms (动手学大模型) by Shanghai Jiao Tong University researcher Tongxin Yuan surged +944 stars today to 31.8K, hitting #1 on GitHub trending. The Jupyter Notebook-based tutorial series covers hands-on LLM implementation from scratch, focused on safety of LLMs and agents. Now available in multi-chapter format with practical exercises. Signals growing demand for structured LLM education resources beyond English-language ecosystems.

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Shanghai Jiao Tong University -> ARIS
Shanghai Jiao Tong University published ARIS for autonomous research via multi-agent collaboration.
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Shanghai Jiao Tong University intelligence trail | MindPattern